{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "unlike-capture",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['KaiTi'] # 指定默认字体\n",
    "plt.rcParams['axes.unicode_minus'] = False # 解决保存图像是负号'-'显示为方块的问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "affiliated-process",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()     # figsize单位是 inch（英寸）\n",
    "# matplotlib默认会 生成一张图，如果没有手动调用figure函数生成新的图，那么就是在默认的图上绘画\n",
    "plt.plot([1, 2, 3, 4, 5, 6 ,7], [17,17,18,15,11,11,13])\n",
    "plt.savefig('test.png')  # 一定记得保存图片放在show()之前\n",
    "plt.show()\n",
    "# 状态机"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "romance-shower",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "important-numbers",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 第一步\n",
    "# 准备x, y坐标的数据\n",
    "x = range(60)\n",
    "y_shanghai = [np.random.uniform(15, 18) for i in x]\n",
    "\n",
    "# 第4步\n",
    "y_beijing = [np.random.uniform(1, 3) for i in x]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "champion-drilling",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构造中文列表的字符串\n",
    "x_ch = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "# 要显示的刻度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "lovely-savings",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 第一步 \n",
    "# 创建一个figure\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "\n",
    "# 画折线图\n",
    "# 第一步 \n",
    "plt.plot(x, y_shanghai, label=\"上海\")\n",
    "\n",
    "# 第四步\n",
    "plt.plot(x, y_beijing, color=\"r\",linestyle=\"-.\", label=\"北京\")\n",
    "\n",
    "# 第二步\n",
    "plt.xticks(x[::5], x_ch[::5])\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "# 第三步\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"中午11点0分到12点之间的温度变化图示\")\n",
    "\n",
    "# 第四步\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "# 第一步 \n",
    "plt.show()\n",
    "#  一张图的绘图代码，写在一起，不要分开，否则有可能导致图像冲突"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "sharing-congo",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-60-171c152d5b10>:25: MatplotlibDeprecationWarning: Passing the minor parameter of set_ticks() positionally is deprecated since Matplotlib 3.2; the parameter will become keyword-only two minor releases later.\n",
      "  axes[0].set_xticks(x[::5], x_ch[::5])\n",
      "<ipython-input-60-171c152d5b10>:28: MatplotlibDeprecationWarning: Passing the minor parameter of set_ticks() positionally is deprecated since Matplotlib 3.2; the parameter will become keyword-only two minor releases later.\n",
      "  axes[1].set_xticks(x[::5], x_ch[::5])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画出温度变化图,展现在不同axes里面\n",
    "# 创建一个figure\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 准备x, y坐标的数据\n",
    "x = range(60)\n",
    "# y的刻度范围\n",
    "y_ticks = range(40)\n",
    "y_shanghai = [np.random.uniform(15, 18) for i in x]\n",
    "\n",
    "# 生成北京的温度\n",
    "y_beijing = [np.random.uniform(1, 3) for i in x]\n",
    "\n",
    "# 构造中文列表的字符串\n",
    "x_ch = [\"11点{}分\".format(i) for i in x]\n",
    "\n",
    "# 画折线图\n",
    "axes[0].plot(x, y_shanghai, label=\"上海\")\n",
    "# 使用plot可以多次画多个折线\n",
    "axes[1].plot(x, y_beijing, color='r', linestyle='--', label=\"北京\")\n",
    "\n",
    "\n",
    "# 美化x,y的刻度值\n",
    "# 第一个参数必须是刻度数字类型，第二个是对应着第一个数字的中文描述\n",
    "axes[0].set_xticks(x[::5], x_ch[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "\n",
    "axes[1].set_xticks(x[::5], x_ch[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "\n",
    "# 增加x,y描述信息和标题信息\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "\n",
    "axes[0].set_title(\"中午11点0分到12点之间的温度变化图示\")\n",
    "axes[1].set_title(\"中午11点0分到12点之间的温度变化图示\")\n",
    "\n",
    "axes[0].legend(loc=\"best\")\n",
    "axes[1].legend(loc=\"best\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "suburban-analysis",
   "metadata": {},
   "source": [
    "### 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "offshore-madagascar",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 完成简单的条形图展现不同的电影票房之间的对比\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 准备电影的名字以及电影的票房数据\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "y = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "# 放进横坐标的数字列表\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 画出条形图\n",
    "plt.bar(x, y, width=0.5, color=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "# 修改刻度名称\n",
    "plt.xticks(x, movie_name)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "behind-cleaner",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "movie_name = ['雷神3：诸神黄昏', '正义联盟', '寻梦环游记']\n",
    "\n",
    "first_day = [10587.6, 10062.5, 1275.7]\n",
    "first_weekend=[36224.9,34479.6,11830]\n",
    "\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 画出柱状图\n",
    "plt.bar(x, first_day, width=0.2, label=\"首日票房\")\n",
    "plt.bar([i+0.2 for i in x], first_weekend, width=0.2, color='y', label=\"首周票房\")\n",
    "\n",
    "# 显示X轴中文，固定在首日和首周的中间位置\n",
    "plt.xticks([i + 0.1 for i in x], movie_name)   # 文本显示的位置由 x坐标进行定位\n",
    "plt.legend(loc='best')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "white-knife",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展现不同电影的时长分布状态\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备时长数据\n",
    "time =[131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114, 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, 136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123, 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129, 116, 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125, 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83, 110, 102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122, 109, 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103, 144,  83, 123, 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109, 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103, 130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121, 112, 146,  97, 137, 105,  98, 117, 112,  81,  97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111, 101, 110,105, 129, 137, 112, 120, 113, 133, 112,  83,  94, 146, 133, 101,131, 116, 111,  84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "# 定义一个间隔大小\n",
    "a = 4\n",
    "\n",
    "# 得出组数\n",
    "bins = int((max(time) - min(time)) / a)\n",
    "\n",
    "# 画出直方图\n",
    "plt.hist(time, bins)\n",
    "\n",
    "# 指定刻度的范围，以及步长\n",
    "plt.xticks(list(range(min(time), max(time)))[::2] )\n",
    "\n",
    "plt.grid(True, linestyle='--', alpha=0.5)\n",
    "\n",
    "plt.xlabel(\"电影时长大小\")\n",
    "plt.ylabel(\"电影的数据量\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "stunning-homeless",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展现每部电影的排片的占比\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备每部电影的名字，电影的排片场次\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "\n",
    "place_count = [60605,54546,45819,28243,13270,9945,7679,6799,6101,4621,20105]\n",
    "\n",
    "# 通过pie\n",
    "plt.pie(place_count, labels=movie_name, autopct='%1.2f%%', colors=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "# 指定显示的pie是正圆\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.legend(loc='best')\n",
    "\n",
    "plt.title(\"排片占比示意图\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "enhanced-baking",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.random.normal(0,1, 100)\n",
    "y = np.random.normal(0,1, 100)\n",
    "x1 = np.random.normal(3,1, 100)\n",
    "y1 = np.random.normal(3,1, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "present-murder",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10), dpi=80)\n",
    "plt.scatter(x, y)\n",
    "plt.scatter(x1, y1, c='y',marker=\"^\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "expired-right",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
